Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

Idris Zakariyya; Harsha Kalutarage; M. Omar Al-Kadri

Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

Idris Zakariyya, Harsha Kalutarage, M. Omar Al-Kadri

Robert Gordon University

Research output: Contribution to journal › Conference article › peer-review

3 Citations (SciVal)

Original language	English
Pages (from-to)	85-99
Number of pages	15
Journal	CEUR Workshop Proceedings
Volume	3125
Publication status	Published (VoR) - 2021
Event	2021 Workshop on AI and Cybersecurity, AI-Cybersec 2021 - Cambridge, United Kingdom Duration: 14 Dec 2021 → …

Keywords

Deep Neural Networks (DNNs)
Federated Learning
Fully Connected Neural Network (FCNN)
Internet of Things (IoT)
Intrusion Detection
Memory

Cite this

@article{984f66422fcc4b1fae30b606b819a496,

title = "Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks",

keywords = "Deep Neural Networks (DNNs), Federated Learning, Fully Connected Neural Network (FCNN), Internet of Things (IoT), Intrusion Detection, Memory",

author = "Idris Zakariyya and Harsha Kalutarage and Al-Kadri, {M. Omar}",

note = "Funding Information: This work was supported by the Petroleum Technology Development Fund (PTDF), Nigeria. Publisher Copyright: {\textcopyright} 2021 Copyright for this paper by its authors; 2021 Workshop on AI and Cybersecurity, AI-Cybersec 2021 ; Conference date: 14-12-2021",

year = "2021",

language = "English",

volume = "3125",

pages = "85--99",

journal = "CEUR Workshop Proceedings",

issn = "1613-0073",

}

TY - JOUR

T1 - Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

AU - Zakariyya, Idris

AU - Kalutarage, Harsha

AU - Al-Kadri, M. Omar

PY - 2021

Y1 - 2021

KW - Deep Neural Networks (DNNs)

KW - Federated Learning

KW - Fully Connected Neural Network (FCNN)

KW - Internet of Things (IoT)

KW - Intrusion Detection

KW - Memory

UR - http://www.scopus.com/inward/record.url?scp=85128761827&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85128761827&partnerID=8YFLogxK

M3 - Conference article

AN - SCOPUS:85128761827

SN - 1613-0073

VL - 3125

SP - 85

EP - 99

JO - CEUR Workshop Proceedings

JF - CEUR Workshop Proceedings

T2 - 2021 Workshop on AI and Cybersecurity, AI-Cybersec 2021

Y2 - 14 December 2021

ER -

Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

Keywords

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